Observe
Capture answers from configured AI and search providers with source, model, market and timestamp provenance.
AI recommendation intelligence
See which brands AI recommends, understand why, and improve your position.
RefineStack measures explicit brand recommendations across configured AI surfaces, preserves the evidence behind every observation, and reveals where your brand can earn a stronger position.
Primary measure
AI Recommendation Share
Explicit recommendations for your brand÷All captured brand recommendations
Mentions and citations are reported separately. Failed captures never enter the denominator.
A defensible method
From answer capture to decision intelligence.
Classify
Separate explicit recommendations from mentions and citations so visibility is never mistaken for preference.
Improve
Turn the evidence behind each answer into a prioritised, auditable intervention backlog.
Product status
Built on observations, not invented scores.
RefineStack is in private MVP development. The application will only display a metric when a real provider is configured and a successful, provenance-backed observation exists.